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Stack Overflow is one of the most popular programming communities where developers can seek help for their encountered problems. Nevertheless, if inexperienced developers fail to describe their problems clearly, it is hard for them to…

Software Engineering · Computer Science 2023-03-14 Fengji Zhang , Jin Liu , Yao Wan , Xiao Yu , Xiao Liu , Jacky Keung

Pre-trained language models have demonstrated impressive performance in both natural language processing and program understanding, which represent the input as a token sequence without explicitly modeling its structure. Some prior works…

Computation and Language · Computer Science 2022-10-27 Da Shen , Xinyun Chen , Chenguang Wang , Koushik Sen , Dawn Song

Code generation, defined as automatically writing a piece of code to solve a given problem for which an evaluation function exists, is a classic hard AI problem. Its general form, writing code using a general language used by human…

Artificial Intelligence · Computer Science 2020-07-29 Jacques Basaldúa

Stack Overflow hosts valuable programming-related knowledge with 11,926,354 links that reference to the third-party websites. The links that reference to the resources hosted outside the Stack Overflow websites extend the Stack Overflow…

Software Engineering · Computer Science 2022-02-15 Jiakun Liu , Xin Xia , David Lo , Haoxiang Zhang , Ying Zou , Ahmed E. Hassan , Shanping Li

Mocking is a common unit testing technique that is used to simplify tests, reduce flakiness, and improve coverage by replacing real dependencies with simplified implementations. Despite its widespread use in Open Source Software projects,…

Software Engineering · Computer Science 2025-07-01 Mumtahina Ahmed , Md Nahidul Islam Opu , Chanchal Roy , Sujana Islam Suhi , Shaiful Chowdhury

The ability to generate natural language sequences from source code snippets has a variety of applications such as code summarization, documentation, and retrieval. Sequence-to-sequence (seq2seq) models, adopted from neural machine…

Machine Learning · Computer Science 2019-02-22 Uri Alon , Shaked Brody , Omer Levy , Eran Yahav

Code search is a widely used technique by developers during software development. It provides semantically similar implementations from a large code corpus to developers based on their queries. Existing techniques leverage deep learning…

Software Engineering · Computer Science 2022-02-17 Weisong Sun , Chunrong Fang , Yuchen Chen , Guanhong Tao , Tingxu Han , Quanjun Zhang

Stack Overflow is a popular Q&A platform where users ask technical questions and receive answers from a community of experts. Recently, there has been a significant increase in the number of answers generated by ChatGPT, which can lead to…

Software Engineering · Computer Science 2026-02-05 Suyu Ma , Chunyang Chen , Hourieh Khalajzadeh , John Grundy

An important, yet largely unstudied, problem in student data analysis is to detect misconceptions from students' responses to open-response questions. Misconception detection enables instructors to deliver more targeted feedback on the…

Machine Learning · Statistics 2017-03-31 Joshua J. Michalenko , Andrew S. Lan , Richard G. Baraniuk

Norms are behavioral expectations in communities. Online communities are also expected to abide by the rules and regulations that are expressed in the code of conduct of a system. Even though community authorities continuously prompt their…

Social and Information Networks · Computer Science 2022-11-02 Jithin Cheriyan , Bastin Tony Roy Savarimuthu , Stephen Cranefield

Context: Software developers are increasingly facing the challenges of writing code that is not only concurrent but also correct. Objective: To help these developers, it is necessary to understand concurrency topics they are interested in,…

Software Engineering · Computer Science 2021-09-13 Mehdi Bagherzadeh , Syed Ahmed , Srilakshmi Sripathi , Raffi Khatchadourian

To investigate the evolution of syntax, we need to ascertain the evolutionary r\^ole of syntax and, before that, the very nature of syntax. Here, we will assume that syntax is computing. And then, since we are computationally Turing…

Computation and Language · Computer Science 2019-07-03 Ramón Casares

As large language models (LLMs) become increasingly capable, concerns over the unauthorized use of copyrighted and licensed content in their training data have grown, especially in the context of code. Open-source code, often protected by…

Cryptography and Security · Computer Science 2025-11-11 Yuanheng Li , Zhuoyang Chen , Xiaoyun Liu , Yuhao Wang , Mingwei Liu , Yang Shi , Kaifeng Huang , Shengjie Zhao

Stack Overflow (SO) is the largest Q&A website for developers, providing a huge amount of copyable code snippets. Using these snippets raises various maintenance and legal issues. The SO license requires attribution, i.e., referencing the…

Software Engineering · Computer Science 2017-07-04 Sebastian Baltes , Richard Kiefer , Stephan Diehl

A stack overflow occurs when a program or process tries to store more data in a buffer (or stack) than it was intended to hold. If the affected program is running with special privileges or accepts data from untrusted network hosts (e.g. a…

Cryptography and Security · Computer Science 2019-11-07 Md. Masudur Rahman , B M Mainul Hossain

Reusing existing datasets is of considerable significance to researchers and developers. Dataset search engines help a user find relevant datasets for reuse. They can present a snippet for each retrieved dataset to explain its relevance to…

Information Retrieval · Computer Science 2019-07-03 Xiaxia Wang , Jinchi Chen , Shuxin Li , Gong Cheng , Jeff Z. Pan , Evgeny Kharlamov , Yuzhong Qu

This study tackles the challenges associated with interpreting Application Programming Interface (API) documentation, an integral aspect of software development. Official API documentation, while essential, can be lengthy and challenging to…

Software Engineering · Computer Science 2024-01-23 AmirHossein Naghshzan , Sylvie Ratte

Docker technology has been increasingly used among software developers in a multitude of projects. This growing interest is due to the fact that Docker technology supports a convenient process for creating and building containers, promoting…

Software Engineering · Computer Science 2020-08-12 Mubin Ul Haque , Leonardo Horn Iwaya , M. Ali Babar

Syntax errors are generally easy to fix for humans, but not for parsers in general nor LR parsers in particular. Traditional 'panic mode' error recovery, though easy to implement and applicable to any grammar, often leads to a cascading…

Programming Languages · Computer Science 2020-07-06 Lukas Diekmann , Laurence Tratt

Pseudocode in a scholarly paper provides a concise way to express the algorithms implemented therein. Pseudocode can also be thought of as an intermediary representation that helps bridge the gap between programming languages and natural…

Information Retrieval · Computer Science 2024-06-10 Levent Toksoz , Gang Tan , C. Lee Giles
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